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Laws via Roofline Modelling for On-Device LLMs\u300b\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u770b\u4f3c\u5b66\u672f\u7684\u8bba\u6587\uff0c\u5b9e\u5219\u662f\u7406\u60f3\u9020\u82af\u7684\u7406\u8bba\u5ba3\u8a00\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u6307\u51fa\uff0c\u901a\u8fc7\u6d4b\u8bd51942\u4e2a\u67b6\u6784\u3001\u8bad\u7ec3170\u4e2a\u6a21\u578b\uff0c\u7406\u60f3\u63d0\u51fa\u201c\u8f6f\u786c\u534f\u540c\u8bbe\u8ba1\u5b9a\u5f8b\u201d\uff0c\u63ed\u793a\u4e86\u901a\u7528\u82af\u7247\u5728VLA\u7cfb\u7edf\u4e2d\u5b58\u572870%\u7b97\u529b\u6d6a\u8d39\u7684\u884c\u4e1a\u75db\u70b9\u3002<\/p>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u4ee5\u524d\u89e3\u51b3\u95ee\u9898\u8981\u9760\u53cd\u590d\u8bd5\u9519\uff0c\u7b97\u6cd5\u56e2\u961f\u8981\u82b1\u51e0\u4e2a\u6708\u65f6\u95f4\u6765\u8bad\u7ec3\u6a21\u578b\u3001\u4e0a\u8f66\u6d4b\u8bd5\uff0c\u5931\u8d25\u540e\u518d\u63a8\u5012\u91cd\u6765\uff0c\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u9ed1\u7bb1\u3002\u73b0\u5728\uff0c\u7ed9\u5b9a\u6a21\u578b\u8d85\u53c2\u6570\uff0c\u4e0d\u7528\u8bad\u7ec3\u5c31\u80fd\u9884\u6d4b\u6700\u7ec8\u7cbe\u5ea6\uff0c\u8fd9\u5c31\u4ece\u201c\u9ed1\u7bb1\u8bd5\u9519\u201d\u987a\u5229\u53d8\u6210\u4e86\u767d\u76d2\u9884\u6d4b\u3002<\/p>\n\n\n\n<p>\u4f46\u53ea\u6709\u9884\u6d4b\u7cbe\u5ea6\u8fd8\u4e0d\u591f\uff0c\u56e0\u4e3a\u8f66\u8f7d\u5927\u6a21\u578b\u5728\u8fd0\u884c\u65f6\u4f1a\u4ea7\u751f\u5927\u91cf\u4e34\u65f6\u6570\u636e\uff0c\u8fdb\u800c\u75af\u72c2\u541e\u566c\u5185\u5b58\u3002\u4e8e\u662f\u7406\u60f3\u796d\u51fa\u4e86\u7b2c\u4e8c\u4e2a\u6b66\u5668\u2014\u2014\u5c06\u7ecf\u5178\u7684Roofline\u6027\u80fd\u6a21\u578b\u8fdb\u884c\u8f66\u8f7d\u5316\u9769\u65b0\uff0c\u7cfb\u7edf\u6027\u5730\u628a\u591a\u9879\u56e0\u7d20\u5168\u90e8\u7eb3\u5165\u5efa\u6a21\uff0c\u8ba1\u7b97\u51fa\u6a21\u578b\u6240\u9700\u7684\u5173\u952e\u786c\u4ef6\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u63d0\u524d\u7b97\u51fa\u8ba1\u7b97\u5e73\u53f0\u80fd\u652f\u6301\u7684\u6a21\u578b\u201c\u806a\u660e\u7a0b\u5ea6\u201d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6a21\u5f0f\u6700\u5927\u7684\u4ef7\u503c\u5c31\u662f\u8ba9\u6b64\u524d\u884c\u4e1a\u201c\u5148\u8bbe\u8ba1\u82af\u7247\u518d\u9002\u914d\u7b97\u6cd5\u201d\u6216\u201c\u5148\u5f00\u53d1\u7b97\u6cd5\u518d\u627e\u82af\u7247\u201d\u7684\u5272\u88c2\u6d41\u7a0b\u5f7b\u5e95\u6210\u4e3a\u5386\u53f2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260316\/v2_e584e2e933a145a098094d2eddb1cb44@000000_oswg301945oswg904oswg630_img_000?x-oss-process=image\/format,jpg\/interlace,1\" 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